“…First, the measurement of CLGUE, in the measurement index system selection, the early researchers usually choose the 'input' and 'output' two indicators for the comprehensive measurement of the CLGUE values, in the measurement method usually choose the data envelopment analysis that is DEA (Liang et al, 2019;Liu and Zhao, 2022;Yang et al, 2017;Zhu et al, 2019)or stochastic frontier production function (Liu et al, 2020). In recent years, as the concept of green and low-carbon development continues to grow and under the realistic requirement of 'carbon neutrality', researchers have started to focus on the non-desired output in the process of cultivated land use e ciency, such as establishing a research system based on carbon emissions (Lu et al, 2018;Su and Yang, 2022), surface pollution (Huang, 2018) and other non-consensual output indicators (Lu et al, 2020) to measure CLGUE, and the measurement methods have also changed, mainly using the SBM model (Hu et al, 2018;Lin and Ling, 2021), Malmquist (Tang et al, 2021) and Stochastic boundary analysis method (Ferreira and Feres, 2020) .Secondly, to explore the heterogeneity in time and space (Kuang et (Gou et al, 2021), etc. In addition to the above conventional research methods, some scholars have used direct observation method to investigate the spatial and temporal evolution characteristics of land use e ciency in the study area by using ArcGIS software for satellite image analysis (Koroso et al, 2020).…”